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Monday.com's Sidekick AI agent transitioned from a multi-agent architecture (200+ tools) to a deep agent architecture, solving context pollution and cost issues through three-layer tool discovery, priority delegation, code writing, and self-healing mechanisms.
LangChain officially open-sourced Deep Agent, an out-of-the-box agent harness that supports long tasks, multi-step workflows, pluggable components, model-agnostic, production-ready.
LangChain Academy announces a new course on deploying LangSmith, covering scaling from a single-user desktop Deep Agent to a multi-tenant managed infrastructure.